{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "fr = open('datingTestSet.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年飞行常客里程数</th>\n",
       "      <th>玩游戏视频所占取时间百分比</th>\n",
       "      <th>每周消费冰淇淋公升数</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40920</td>\n",
       "      <td>8.326976</td>\n",
       "      <td>0.953952</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14488</td>\n",
       "      <td>7.153469</td>\n",
       "      <td>1.673904</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26052</td>\n",
       "      <td>1.441871</td>\n",
       "      <td>0.805124</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>75136</td>\n",
       "      <td>13.147394</td>\n",
       "      <td>0.428964</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38344</td>\n",
       "      <td>1.669788</td>\n",
       "      <td>0.134296</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>11145</td>\n",
       "      <td>3.410627</td>\n",
       "      <td>0.631838</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>68846</td>\n",
       "      <td>9.974715</td>\n",
       "      <td>0.669787</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>26575</td>\n",
       "      <td>10.650102</td>\n",
       "      <td>0.866627</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>48111</td>\n",
       "      <td>9.134528</td>\n",
       "      <td>0.728045</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>43757</td>\n",
       "      <td>7.882601</td>\n",
       "      <td>1.332446</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     年飞行常客里程数  玩游戏视频所占取时间百分比  每周消费冰淇淋公升数       label\n",
       "0       40920       8.326976    0.953952  largeDoses\n",
       "1       14488       7.153469    1.673904  smallDoses\n",
       "2       26052       1.441871    0.805124   didntLike\n",
       "3       75136      13.147394    0.428964   didntLike\n",
       "4       38344       1.669788    0.134296   didntLike\n",
       "..        ...            ...         ...         ...\n",
       "995     11145       3.410627    0.631838  smallDoses\n",
       "996     68846       9.974715    0.669787   didntLike\n",
       "997     26575      10.650102    0.866627  largeDoses\n",
       "998     48111       9.134528    0.728045  largeDoses\n",
       "999     43757       7.882601    1.332446  largeDoses\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_table('datingTestSet.txt',header=None)\n",
    "df.columns = [\n",
    "    '年飞行常客里程数',\n",
    "    '玩游戏视频所占取时间百分比',\n",
    "    '每周消费冰淇淋公升数',\n",
    "    'label'\n",
    "]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#didntLike => green,smallDoses => orange,largeDoses =>red\n",
    "Colors =[]\n",
    "\n",
    "for l in df.iloc[:,-1]:  #冒号前面代表行，后面代表列\n",
    "    if(l=='didntLike'):\n",
    "        Colors.append('green')\n",
    "    if(l=='smallDoses'):\n",
    "        Colors.append('orange')\n",
    "    if(l=='largeDoses'):\n",
    "        Colors.append('red')\n",
    "len(Colors)\n",
    "      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif'] =['SimHei']\n",
    "pl = plt.figure(figsize=(12,8))\n",
    "#绘制图1\n",
    "fig1 = pl.add_subplot(221)\n",
    "plt.scatter(df.iloc[:,0],df.iloc[:,1],marker='.',c=Colors)\n",
    "plt.xlabel('年飞行常客里程数')\n",
    "plt.ylabel('玩游戏视频所占取时间百分比')\n",
    "\n",
    "#绘制图2\n",
    "fig1 = pl.add_subplot(222)\n",
    "plt.scatter(df.iloc[:,1],df.iloc[:,2],marker='.',c=Colors)\n",
    "plt.xlabel('玩游戏视频所占取时间百分比')\n",
    "plt.ylabel('每周消费冰淇淋公升数')\n",
    "\n",
    "#绘制图3\n",
    "fig1 = pl.add_subplot(223)\n",
    "plt.scatter(df.iloc[:,2],df.iloc[:,0],marker='.',c=Colors)\n",
    "plt.xlabel('每周消费冰淇淋公升数')\n",
    "plt.ylabel('年飞行常客里程数')\n",
    "\n",
    "#开始绘制\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#准备数据，归一化数据\n",
    "def Norm(df):\n",
    "#提取标签列以外的数据\n",
    "  ds = df.iloc[:,:-1]\n",
    "#归一化过程\n",
    "  min = ds.min()\n",
    "  max = ds.max()\n",
    "  return (ds-min)/(max-min)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年飞行常客里程数</th>\n",
       "      <th>玩游戏视频所占取时间百分比</th>\n",
       "      <th>每周消费冰淇淋公升数</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.448325</td>\n",
       "      <td>0.398051</td>\n",
       "      <td>0.562334</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.158733</td>\n",
       "      <td>0.341955</td>\n",
       "      <td>0.987244</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.285429</td>\n",
       "      <td>0.068925</td>\n",
       "      <td>0.474496</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.823201</td>\n",
       "      <td>0.628480</td>\n",
       "      <td>0.252489</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.420102</td>\n",
       "      <td>0.079820</td>\n",
       "      <td>0.078578</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>0.122106</td>\n",
       "      <td>0.163037</td>\n",
       "      <td>0.372224</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>0.754287</td>\n",
       "      <td>0.476818</td>\n",
       "      <td>0.394621</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>0.291159</td>\n",
       "      <td>0.509103</td>\n",
       "      <td>0.510795</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>0.527111</td>\n",
       "      <td>0.436655</td>\n",
       "      <td>0.429005</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>0.479408</td>\n",
       "      <td>0.376809</td>\n",
       "      <td>0.785718</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     年飞行常客里程数  玩游戏视频所占取时间百分比  每周消费冰淇淋公升数       label\n",
       "0    0.448325       0.398051    0.562334  largeDoses\n",
       "1    0.158733       0.341955    0.987244  smallDoses\n",
       "2    0.285429       0.068925    0.474496   didntLike\n",
       "3    0.823201       0.628480    0.252489   didntLike\n",
       "4    0.420102       0.079820    0.078578   didntLike\n",
       "..        ...            ...         ...         ...\n",
       "995  0.122106       0.163037    0.372224  smallDoses\n",
       "996  0.754287       0.476818    0.394621   didntLike\n",
       "997  0.291159       0.509103    0.510795  largeDoses\n",
       "998  0.527111       0.436655    0.429005  largeDoses\n",
       "999  0.479408       0.376809    0.785718  largeDoses\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[0:,:-1]=Norm(df)\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNF(path):\n",
    "    df = pd.read_table(path,header=None)\n",
    "    df.iloc[:,:-1] = Norm(df)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.448325</td>\n",
       "      <td>0.398051</td>\n",
       "      <td>0.562334</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.158733</td>\n",
       "      <td>0.341955</td>\n",
       "      <td>0.987244</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.285429</td>\n",
       "      <td>0.068925</td>\n",
       "      <td>0.474496</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.823201</td>\n",
       "      <td>0.628480</td>\n",
       "      <td>0.252489</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.420102</td>\n",
       "      <td>0.079820</td>\n",
       "      <td>0.078578</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>0.122106</td>\n",
       "      <td>0.163037</td>\n",
       "      <td>0.372224</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>0.754287</td>\n",
       "      <td>0.476818</td>\n",
       "      <td>0.394621</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>0.291159</td>\n",
       "      <td>0.509103</td>\n",
       "      <td>0.510795</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>0.527111</td>\n",
       "      <td>0.436655</td>\n",
       "      <td>0.429005</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>0.479408</td>\n",
       "      <td>0.376809</td>\n",
       "      <td>0.785718</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0         1         2           3\n",
       "0    0.448325  0.398051  0.562334  largeDoses\n",
       "1    0.158733  0.341955  0.987244  smallDoses\n",
       "2    0.285429  0.068925  0.474496   didntLike\n",
       "3    0.823201  0.628480  0.252489   didntLike\n",
       "4    0.420102  0.079820  0.078578   didntLike\n",
       "..        ...       ...       ...         ...\n",
       "995  0.122106  0.163037  0.372224  smallDoses\n",
       "996  0.754287  0.476818  0.394621   didntLike\n",
       "997  0.291159  0.509103  0.510795  largeDoses\n",
       "998  0.527111  0.436655  0.429005  largeDoses\n",
       "999  0.479408  0.376809  0.785718  largeDoses\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A=['datingTestSet.txt','datingTestSet2.txt']\n",
    "train2, test2 = list(map(getNF,A))\n",
    "train2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dic = {\n",
    "    1:'didntLike',\n",
    "    2:'smallDoses',\n",
    "    3:'largeDoses',\n",
    "}\n",
    "test2[3] = test2[3].map(dic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.448325</td>\n",
       "      <td>0.398051</td>\n",
       "      <td>0.562334</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.158733</td>\n",
       "      <td>0.341955</td>\n",
       "      <td>0.987244</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.285429</td>\n",
       "      <td>0.068925</td>\n",
       "      <td>0.474496</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.823201</td>\n",
       "      <td>0.628480</td>\n",
       "      <td>0.252489</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.420102</td>\n",
       "      <td>0.079820</td>\n",
       "      <td>0.078578</td>\n",
       "      <td>didntLike</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>0.122106</td>\n",
       "      <td>0.163037</td>\n",
       "      <td>0.372224</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>0.754287</td>\n",
       "      <td>0.476818</td>\n",
       "      <td>0.394621</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>0.291159</td>\n",
       "      <td>0.509103</td>\n",
       "      <td>0.510795</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>0.527111</td>\n",
       "      <td>0.436655</td>\n",
       "      <td>0.429005</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>0.479408</td>\n",
       "      <td>0.376809</td>\n",
       "      <td>0.785718</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0         1         2           3\n",
       "0    0.448325  0.398051  0.562334  largeDoses\n",
       "1    0.158733  0.341955  0.987244  smallDoses\n",
       "2    0.285429  0.068925  0.474496   didntLike\n",
       "3    0.823201  0.628480  0.252489   didntLike\n",
       "4    0.420102  0.079820  0.078578   didntLike\n",
       "..        ...       ...       ...         ...\n",
       "995  0.122106  0.163037  0.372224  smallDoses\n",
       "996  0.754287  0.476818  0.394621   didntLike\n",
       "997  0.291159  0.509103  0.510795  largeDoses\n",
       "998  0.527111  0.436655  0.429005  largeDoses\n",
       "999  0.479408  0.376809  0.785718  largeDoses\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#一个人的特征数据\n",
    "new_date = [0.479408,0.509103,0.510795]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def classify0(inX,dataSet,k):\n",
    " dist = ((dataSet.iloc[:,0:3]-inX)**2).sum(axis=1)**.5\n",
    " dist_l=pd.DataFrame({\n",
    "     'dist':dist,\n",
    "     'label':dataSet.iloc[:,-1]\n",
    "  })\n",
    " dist_s=dist_l.sort_values(by='dist').iloc[:k]\n",
    " re = dist_s.value_counts('label')\n",
    " return re.index[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'largeDoses'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#didntLike/smallDoses/largeDoses\n",
    "classify0(new_date,df,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#切分数据集\n",
    "def randSplit(df,ratio=0.9):\n",
    "    m = df.shape[0]\n",
    "    m_t = int(m*0.9)\n",
    "    test = df.iloc[m_t:m]\n",
    "    test.index = range(0,m-m_t)\n",
    "    return df.iloc[:m_t] ,test\n",
    "train , test = randSplit(df)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_4564\\2141135243.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  test.loc[:,'predict']=predict\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.94"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def datingTest(train,test,k):\n",
    "    #保存test集预测值的数组\n",
    "    predict = []\n",
    "    #循环\n",
    "    for _,row in test.iterrows():\n",
    "        #1.特区特征列，舍弃label列\n",
    "        new_date = row[:-1]\n",
    "        #2.预测\n",
    "        pred = classify0(new_date,train,k)\n",
    "        predict.append(pred)\n",
    "        #增加一列predict\n",
    "    test.loc[:,'predict']=predict\n",
    "    acc = (test.iloc[:,-1]==test.iloc[:,-2]).mean()\n",
    "    return acc\n",
    "datingTest(train,test,3)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.964"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datingTest(train2,test2,5)"
   ]
  }
 ],
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